The news felt like a physical blow. "Denied." The word echoed in her mind, an unwanted companion. The weight of it settled in her chest, making it difficult to breathe. She felt a growing pressure behind her eyes, the familiar precursor to tears.

She tried to busy herself, starting to organize her books, then abandoning the task mid-way through. Everything seemed pointless. Motivation, once a driving force, evaporated.

She sank onto the sofa, staring blankly at the television screen. The brightly colored images flickered, but she saw nothing, her mind consumed by the disappointment.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199